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[Optimization] optimize fused_swiglu_fp8_quant_kernel#7007

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fxyfxy777 wants to merge 3 commits intoPaddlePaddle:developfrom
fxyfxy777:optimize_swiglu_kernel
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[Optimization] optimize fused_swiglu_fp8_quant_kernel#7007
fxyfxy777 wants to merge 3 commits intoPaddlePaddle:developfrom
fxyfxy777:optimize_swiglu_kernel

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@fxyfxy777
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@fxyfxy777 fxyfxy777 commented Mar 25, 2026

Motivation

💡 If this PR is a Cherry Pick, the PR title needs to follow the format by adding the [Cherry-Pick] label at the very beginning and appending the original PR ID at the end. For example, [Cherry-Pick][CI] Add check trigger and logic(#5191)

💡 如若此PR是Cherry Pick,PR标题需遵循格式,在最开始加上[Cherry-Pick]标签,以及最后面加上原PR ID,例如[Cherry-Pick][CI] Add check trigger and logic(#5191)

Modifications

kernel的性能主要跟sum(token_nums) 有关,以下测试在B卡上完成,性能提速在20%-30%之间
GROUP_NUM = 20
GROUP_SIZE = 4096 # max tokens per expert → max sum = GROUP_SIZE
HIDDEN_DIM = 7168
BLOCK_SIZE = 128
x = paddle.randn(
[GROUP_NUM, GROUP_SIZE, HIDDEN_DIM * 2],
dtype="bfloat16",
)
token_nums = paddle.zeros([GROUP_NUM], dtype="int32")

优化前:
image
优化后:
image

Usage or Command

Accuracy Tests

Checklist

  • Add at least a tag in the PR title.
    • Tag list: [[FDConfig],[APIServer],[Engine], [Scheduler], [PD Disaggregation], [Executor], [Graph Optimization], [Speculative Decoding], [RL], [Models], [Quantization], [Loader], [OP], [KVCache], [DataProcessor], [BugFix], [Docs], [CI], [Optimization], [Feature], [Benchmark], [Others], [XPU], [HPU], [GCU], [DCU], [Iluvatar], [Metax]]
    • You can add new tags based on the PR content, but the semantics must be clear.
  • Format your code, run pre-commit before commit.
  • Add unit tests. Please write the reason in this PR if no unit tests.
  • Provide accuracy results.
  • If the current PR is submitting to the release branch, make sure the PR has been submitted to the develop branch, then cherry-pick it to the release branch with the [Cherry-Pick] PR tag.

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paddle-bot bot commented Mar 25, 2026

Thanks for your contribution!

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codecov-commenter commented Mar 25, 2026

Codecov Report

✅ All modified and coverable lines are covered by tests.
⚠️ Please upload report for BASE (develop@6cff780). Learn more about missing BASE report.

Additional details and impacted files
@@            Coverage Diff             @@
##             develop    #7007   +/-   ##
==========================================
  Coverage           ?   73.62%           
==========================================
  Files              ?      399           
  Lines              ?    56397           
  Branches           ?     8918           
==========================================
  Hits               ?    41522           
  Misses             ?    11920           
  Partials           ?     2955           
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